Overview
Dataset statistics
| Number of variables | 13 |
|---|---|
| Number of observations | 65 |
| Missing cells | 3 |
| Missing cells (%) | 0.4% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 6.7 KiB |
| Average record size in memory | 106.0 B |
Variable types
| Numeric | 13 |
|---|
Exports_USD is highly overall correlated with GDP_Current_USD and 9 other fields | High correlation |
GDP_Current_USD is highly overall correlated with Exports_USD and 7 other fields | High correlation |
GDP_Growth_Percent is highly overall correlated with Inflation_Rate_Percent | High correlation |
GDP_Per_Capita_USD is highly overall correlated with Exports_USD and 7 other fields | High correlation |
Imports_USD is highly overall correlated with Exports_USD and 7 other fields | High correlation |
Industry_Value_Added_Percent_GDP is highly overall correlated with Trade_Percent_GDP | High correlation |
Inflation_Rate_Percent is highly overall correlated with Exports_USD and 7 other fields | High correlation |
Official_Exchange_Rate is highly overall correlated with Exports_USD and 7 other fields | High correlation |
Population_Growth_Percent is highly overall correlated with Exports_USD and 4 other fields | High correlation |
Population_Total is highly overall correlated with Exports_USD and 8 other fields | High correlation |
Trade_Percent_GDP is highly overall correlated with Exports_USD and 1 other fields | High correlation |
Unnamed: 0 is highly overall correlated with Exports_USD and 8 other fields | High correlation |
Year is highly overall correlated with Exports_USD and 8 other fields | High correlation |
GDP_Growth_Percent has 1 (1.5%) missing values | Missing |
Official_Exchange_Rate has 1 (1.5%) missing values | Missing |
Population_Growth_Percent has 1 (1.5%) missing values | Missing |
Unnamed: 0 is uniformly distributed | Uniform |
Year is uniformly distributed | Uniform |
Unnamed: 0 has unique values | Unique |
Year has unique values | Unique |
GDP_Current_USD has unique values | Unique |
GDP_Per_Capita_USD has unique values | Unique |
Inflation_Rate_Percent has unique values | Unique |
Population_Total has unique values | Unique |
Exports_USD has unique values | Unique |
Imports_USD has unique values | Unique |
Trade_Percent_GDP has unique values | Unique |
Industry_Value_Added_Percent_GDP has unique values | Unique |
Unnamed: 0 has 1 (1.5%) zeros | Zeros |
Reproduction
| Analysis started | 2026-01-16 05:08:23.656317 |
|---|---|
| Analysis finished | 2026-01-16 05:08:51.870671 |
| Duration | 28.21 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
Unnamed: 0
Real number (ℝ)
High correlation Uniform Unique Zeros
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32 |
| Minimum | 0 |
|---|---|
| Maximum | 64 |
| Zeros | 1 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.2 |
| Q1 | 16 |
| median | 32 |
| Q3 | 48 |
| 95-th percentile | 60.8 |
| Maximum | 64 |
| Range | 64 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 18.90767 |
|---|---|
| Coefficient of variation (CV) | 0.5908647 |
| Kurtosis | -1.2 |
| Mean | 32 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0 |
| Sum | 2080 |
| Variance | 357.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0 | 1 | 1.5% |
| 1 | 1 | 1.5% |
| 2 | 1 | 1.5% |
| 3 | 1 | 1.5% |
| 4 | 1 | 1.5% |
| 5 | 1 | 1.5% |
| 6 | 1 | 1.5% |
| 7 | 1 | 1.5% |
| 8 | 1 | 1.5% |
| 9 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 64 | 1 | |
| 63 | 1 | |
| 62 | 1 | |
| 61 | 1 | |
| 60 | 1 | |
| 59 | 1 | |
| 58 | 1 | |
| 57 | 1 | |
| 56 | 1 | |
| 55 | 1 |
Year
Real number (ℝ)
High correlation Uniform Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1992 |
| Minimum | 1960 |
|---|---|
| Maximum | 2024 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 1960 |
|---|---|
| 5-th percentile | 1963.2 |
| Q1 | 1976 |
| median | 1992 |
| Q3 | 2008 |
| 95-th percentile | 2020.8 |
| Maximum | 2024 |
| Range | 64 |
| Interquartile range (IQR) | 32 |
Descriptive statistics
| Standard deviation | 18.90767 |
|---|---|
| Coefficient of variation (CV) | 0.0094918024 |
| Kurtosis | -1.2 |
| Mean | 1992 |
| Median Absolute Deviation (MAD) | 16 |
| Skewness | 0 |
| Sum | 129480 |
| Variance | 357.5 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1960 | 1 | 1.5% |
| 1961 | 1 | 1.5% |
| 1962 | 1 | 1.5% |
| 1963 | 1 | 1.5% |
| 1964 | 1 | 1.5% |
| 1965 | 1 | 1.5% |
| 1966 | 1 | 1.5% |
| 1967 | 1 | 1.5% |
| 1968 | 1 | 1.5% |
| 1969 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 1960 | 1 | |
| 1961 | 1 | |
| 1962 | 1 | |
| 1963 | 1 | |
| 1964 | 1 | |
| 1965 | 1 | |
| 1966 | 1 | |
| 1967 | 1 | |
| 1968 | 1 | |
| 1969 | 1 |
| Value | Count | Frequency (%) |
| 2024 | 1 | |
| 2023 | 1 | |
| 2022 | 1 | |
| 2021 | 1 | |
| 2020 | 1 | |
| 2019 | 1 | |
| 2018 | 1 | |
| 2017 | 1 | |
| 2016 | 1 | |
| 2015 | 1 |
GDP_Current_USD
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.8937205 × 1011 |
| Minimum | 4.1991344 × 109 |
|---|---|
| Maximum | 6.4401932 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 4.1991344 × 109 |
|---|---|
| 5-th percentile | 5.0188715 × 109 |
| Q1 | 6.3743623 × 1010 |
| median | 1.2305786 × 1011 |
| Q3 | 3.479884 × 1011 |
| 95-th percentile | 4.9773379 × 1011 |
| Maximum | 6.4401932 × 1011 |
| Range | 6.3982018 × 1011 |
| Interquartile range (IQR) | 2.8424478 × 1011 |
Descriptive statistics
| Standard deviation | 1.7808503 × 1011 |
|---|---|
| Coefficient of variation (CV) | 0.94039765 |
| Kurtosis | -0.3199341 |
| Mean | 1.8937205 × 1011 |
| Median Absolute Deviation (MAD) | 1.0191251 × 1011 |
| Skewness | 0.93571901 |
| Sum | 1.2309184 × 1013 |
| Variance | 3.1714279 × 1022 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4199134390 | 1 | 1.5% |
| 4426949095 | 1 | 1.5% |
| 4693566416 | 1 | 1.5% |
| 4928628018 | 1 | 1.5% |
| 5379845648 | 1 | 1.5% |
| 6197319929 | 1 | 1.5% |
| 6789938672 | 1 | 1.5% |
| 7555383690 | 1 | 1.5% |
| 8623172960 | 1 | 1.5% |
| 9743089607 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 4199134390 | 1 | |
| 4426949095 | 1 | |
| 4693566416 | 1 | |
| 4928628018 | 1 | |
| 5379845648 | 1 | |
| 6197319929 | 1 | |
| 6789938672 | 1 | |
| 7555383690 | 1 | |
| 8623172960 | 1 | |
| 9743089607 | 1 |
| Value | Count | Frequency (%) |
| 6.44019315 × 1011 | 1 | |
| 6.290822575 × 1011 | 1 | |
| 5.102398934 × 1011 | 1 | |
| 5.003998398 × 1011 | 1 | |
| 4.870695705 × 1011 | 1 | |
| 4.786180649 × 1011 | 1 | |
| 4.752520892 × 1011 | 1 | |
| 4.622847933 × 1011 | 1 | |
| 4.575104823 × 1011 | 1 | |
| 4.226622615 × 1011 | 1 |
GDP_Growth_Percent
Real number (ℝ)
High correlation Missing
| Distinct | 64 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0607831 |
| Minimum | -21.599649 |
|---|---|
| Maximum | 23.171246 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 17 |
| Negative (%) | 26.2% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | -21.599649 |
|---|---|
| 5-th percentile | -9.3881473 |
| Q1 | -0.21063483 |
| median | 4.3447384 |
| Q3 | 8.5162458 |
| 95-th percentile | 15.364012 |
| Maximum | 23.171246 |
| Range | 44.770895 |
| Interquartile range (IQR) | 8.7268806 |
Descriptive statistics
| Standard deviation | 7.8504622 |
|---|---|
| Coefficient of variation (CV) | 1.9332385 |
| Kurtosis | 1.2202237 |
| Mean | 4.0607831 |
| Median Absolute Deviation (MAD) | 4.3824541 |
| Skewness | -0.4733333 |
| Sum | 259.89012 |
| Variance | 61.629757 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10.39091835 | 1 | 1.5% |
| 7.90926793 | 1 | 1.5% |
| 7.042075229 | 1 | 1.5% |
| 8.475228249 | 1 | 1.5% |
| 17.03571152 | 1 | 1.5% |
| 11.50240728 | 1 | 1.5% |
| 11.2528031 | 1 | 1.5% |
| 14.40418268 | 1 | 1.5% |
| 15.51665891 | 1 | 1.5% |
| 10.92760163 | 1 | 1.5% |
| Other values (54) | 54 |
| Value | Count | Frequency (%) |
| -21.59964935 | 1 | |
| -12.84085667 | 1 | |
| -12.02076025 | 1 | |
| -9.784905578 | 1 | |
| -7.139850499 | 1 | |
| -6.08199662 | 1 | |
| -5.696787233 | 1 | |
| -3.747960157 | 1 | |
| -3.747171399 | 1 | |
| -2.773577692 | 1 |
| Value | Count | Frequency (%) |
| 23.17124554 | 1 | |
| 18.26043563 | 1 | |
| 17.03571152 | 1 | |
| 15.51665891 | 1 | |
| 14.49901585 | 1 | |
| 14.40418268 | 1 | |
| 13.70158299 | 1 | |
| 13.59492644 | 1 | |
| 12.71614844 | 1 | |
| 11.50240728 | 1 |
GDP_Per_Capita_USD
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2731.6821 |
| Minimum | 195.57753 |
|---|---|
| Maximum | 8114.081 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 195.57753 |
|---|---|
| 5-th percentile | 211.99385 |
| Q1 | 1408.9657 |
| median | 2208.9964 |
| Q3 | 4064.3467 |
| 95-th percentile | 6178.3803 |
| Maximum | 8114.081 |
| Range | 7918.5035 |
| Interquartile range (IQR) | 2655.381 |
Descriptive statistics
| Standard deviation | 2026.9671 |
|---|---|
| Coefficient of variation (CV) | 0.74202159 |
| Kurtosis | -0.13472469 |
| Mean | 2731.6821 |
| Median Absolute Deviation (MAD) | 1409.9196 |
| Skewness | 0.72465557 |
| Sum | 177559.34 |
| Variance | 4108595.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 195.5775272 | 1 | 1.5% |
| 200.0815293 | 1 | 1.5% |
| 205.7868097 | 1 | 1.5% |
| 209.5593763 | 1 | 1.5% |
| 221.7317278 | 1 | 1.5% |
| 247.5266755 | 1 | 1.5% |
| 262.8776838 | 1 | 1.5% |
| 283.7337058 | 1 | 1.5% |
| 314.2854567 | 1 | 1.5% |
| 344.6016875 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 195.5775272 | 1 | |
| 200.0815293 | 1 | |
| 205.7868097 | 1 | |
| 209.5593763 | 1 | |
| 221.7317278 | 1 | |
| 247.5266755 | 1 | |
| 262.8776838 | 1 | |
| 283.7337058 | 1 | |
| 314.2854567 | 1 | |
| 344.6016875 | 1 |
| Value | Count | Frequency (%) |
| 8114.080998 | 1 | |
| 8025.687434 | 1 | |
| 6291.194437 | 1 | |
| 6222.741948 | 1 | |
| 6000.933464 | 1 | |
| 5710.599471 | 1 | |
| 5672.063729 | 1 | |
| 5415.522806 | 1 | |
| 5377.411507 | 1 | |
| 5190.16959 | 1 |
Inflation_Rate_Percent
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.214504 |
| Minimum | -0.38814853 |
|---|---|
| Maximum | 49.655986 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1 |
| Negative (%) | 1.5% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | -0.38814853 |
|---|---|
| 5-th percentile | 0.89657847 |
| Q1 | 9.8194867 |
| median | 14.761509 |
| Q3 | 25.410509 |
| 95-th percentile | 42.692682 |
| Maximum | 49.655986 |
| Range | 50.044134 |
| Interquartile range (IQR) | 15.591022 |
Descriptive statistics
| Standard deviation | 12.020398 |
|---|---|
| Coefficient of variation (CV) | 0.69827151 |
| Kurtosis | 0.10504249 |
| Mean | 17.214504 |
| Median Absolute Deviation (MAD) | 7.5160832 |
| Skewness | 0.7296676 |
| Sum | 1118.9428 |
| Variance | 144.48997 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 9.822410813 | 1 | 1.5% |
| 3.162564396 | 1 | 1.5% |
| 0.7213205717 | 1 | 1.5% |
| 0.3718496072 | 1 | 1.5% |
| 3.814489572 | 1 | 1.5% |
| 2.154374835 | 1 | 1.5% |
| -0.3881485322 | 1 | 1.5% |
| 1.59761008 | 1 | 1.5% |
| 0.690360522 | 1 | 1.5% |
| 3.593194516 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| -0.3881485322 | 1 | |
| 0.3718496072 | 1 | |
| 0.690360522 | 1 | |
| 0.7213205717 | 1 | |
| 1.59761008 | 1 | |
| 1.66687094 | 1 | |
| 2.154374835 | 1 | |
| 3.162564396 | 1 | |
| 3.593194516 | 1 | |
| 3.814489572 | 1 |
| Value | Count | Frequency (%) |
| 49.65598585 | 1 | |
| 44.57918576 | 1 | |
| 43.48846417 | 1 | |
| 43.38901627 | 1 | |
| 39.90734557 | 1 | |
| 36.60303552 | 1 | |
| 32.4558714 | 1 | |
| 31.44702842 | 1 | |
| 30.59413904 | 1 | |
| 28.93734402 | 1 |
Official_Exchange_Rate
Real number (ℝ)
High correlation Missing
| Distinct | 49 |
|---|---|
| Distinct (%) | 76.6% |
| Missing | 1 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7962.5095 |
| Minimum | 65.567841 |
|---|---|
| Maximum | 42000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 65.567841 |
|---|---|
| 5-th percentile | 67.72356 |
| Q1 | 75.75 |
| median | 90.562513 |
| Q3 | 9317.9959 |
| 95-th percentile | 42000 |
| Maximum | 42000 |
| Range | 41934.432 |
| Interquartile range (IQR) | 9242.2459 |
Descriptive statistics
| Standard deviation | 13430.579 |
|---|---|
| Coefficient of variation (CV) | 1.686727 |
| Kurtosis | 1.6932993 |
| Mean | 7962.5095 |
| Median Absolute Deviation (MAD) | 24.017728 |
| Skewness | 1.7516666 |
| Sum | 509600.61 |
| Variance | 1.8038046 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=49)
| Value | Count | Frequency (%) |
| 75.75000008 | 11 | 16.9% |
| 42000 | 5 | 7.7% |
| 70.49203098 | 2 | 3.1% |
| 75.75000007 | 1 | 1.5% |
| 67.64134225 | 1 | 1.5% |
| 75.74997013 | 1 | 1.5% |
| 67.65494553 | 1 | 1.5% |
| 70.23906986 | 1 | 1.5% |
| 70.63373188 | 1 | 1.5% |
| 68.88604195 | 1 | 1.5% |
| Other values (39) | 39 |
| Value | Count | Frequency (%) |
| 65.56784129 | 1 | |
| 67.52173001 | 1 | |
| 67.64134225 | 1 | |
| 67.65494553 | 1 | |
| 68.11237271 | 1 | |
| 68.69976463 | 1 | |
| 68.88604195 | 1 | |
| 70.23906986 | 1 | |
| 70.49203098 | 2 | |
| 70.63184809 | 1 |
| Value | Count | Frequency (%) |
| 42000 | 5 | |
| 40864.32901 | 1 | 1.5% |
| 33226.29815 | 1 | 1.5% |
| 30914.85244 | 1 | 1.5% |
| 29011.49138 | 1 | 1.5% |
| 25941.66414 | 1 | 1.5% |
| 18414.44801 | 1 | 1.5% |
| 12175.54722 | 1 | 1.5% |
| 10616.30664 | 1 | 1.5% |
| 10254.17647 | 1 | 1.5% |
Population_Total
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56488855 |
| Minimum | 21470434 |
|---|---|
| Maximum | 91567738 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 21470434 |
|---|---|
| 5-th percentile | 23667776 |
| Q1 | 34837271 |
| median | 61184983 |
| Q3 | 75514204 |
| 95-th percentile | 88309079 |
| Maximum | 91567738 |
| Range | 70097304 |
| Interquartile range (IQR) | 40676933 |
Descriptive statistics
| Standard deviation | 22096867 |
|---|---|
| Coefficient of variation (CV) | 0.39117215 |
| Kurtosis | -1.3364574 |
| Mean | 56488855 |
| Median Absolute Deviation (MAD) | 19229703 |
| Skewness | -0.09695917 |
| Sum | 3.6717756 × 109 |
| Variance | 4.8827151 × 1014 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 21470434 | 1 | 1.5% |
| 22125726 | 1 | 1.5% |
| 22807907 | 1 | 1.5% |
| 23519005 | 1 | 1.5% |
| 24262859 | 1 | 1.5% |
| 25036978 | 1 | 1.5% |
| 25829270 | 1 | 1.5% |
| 26628432 | 1 | 1.5% |
| 27437391 | 1 | 1.5% |
| 28273482 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 21470434 | 1 | |
| 22125726 | 1 | |
| 22807907 | 1 | |
| 23519005 | 1 | |
| 24262859 | 1 | |
| 25036978 | 1 | |
| 25829270 | 1 | |
| 26628432 | 1 | |
| 27437391 | 1 | |
| 28273482 | 1 |
| Value | Count | Frequency (%) |
| 91567738 | 1 | |
| 90608707 | 1 | |
| 89524246 | 1 | |
| 88455488 | 1 | |
| 87723443 | 1 | |
| 87051648 | 1 | |
| 86117998 | 1 | |
| 85026754 | 1 | |
| 83812228 | 1 | |
| 82619362 | 1 |
Population_Growth_Percent
Real number (ℝ)
High correlation Missing
| Distinct | 64 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 1 |
| Missing (%) | 1.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.2662534 |
| Minimum | 0.19045085 |
|---|---|
| Maximum | 5.2940498 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 0.19045085 |
|---|---|
| 5-th percentile | 0.82656822 |
| Q1 | 1.2489433 |
| median | 2.1837452 |
| Q3 | 3.0528765 |
| 95-th percentile | 3.7509274 |
| Maximum | 5.2940498 |
| Range | 5.103599 |
| Interquartile range (IQR) | 1.8039332 |
Descriptive statistics
| Standard deviation | 1.147358 |
|---|---|
| Coefficient of variation (CV) | 0.50627966 |
| Kurtosis | -0.42373036 |
| Mean | 2.2662534 |
| Median Absolute Deviation (MAD) | 0.92181669 |
| Skewness | 0.37684821 |
| Sum | 145.04022 |
| Variance | 1.3164304 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 3.006417798 | 1 | 1.5% |
| 3.036627017 | 1 | 1.5% |
| 3.070154363 | 1 | 1.5% |
| 3.113792717 | 1 | 1.5% |
| 3.140710717 | 1 | 1.5% |
| 3.115449295 | 1 | 1.5% |
| 3.047117213 | 1 | 1.5% |
| 2.992720103 | 1 | 1.5% |
| 3.00176154 | 1 | 1.5% |
| 3.036246905 | 1 | 1.5% |
| Other values (54) | 54 |
| Value | Count | Frequency (%) |
| 0.1904508495 | 1 | |
| 0.356575348 | 1 | |
| 0.7687574982 | 1 | |
| 0.8257809865 | 1 | |
| 0.8310292369 | 1 | |
| 1.052869222 | 1 | |
| 1.078317209 | 1 | |
| 1.080432486 | 1 | |
| 1.107245178 | 1 | |
| 1.108388828 | 1 |
| Value | Count | Frequency (%) |
| 5.294049819 | 1 | |
| 5.248534536 | 1 | |
| 3.892764777 | 1 | |
| 3.761681109 | 1 | |
| 3.689989523 | 1 | |
| 3.673362659 | 1 | |
| 3.622272411 | 1 | |
| 3.584341472 | 1 | |
| 3.437509717 | 1 | |
| 3.26708126 | 1 |
Exports_USD
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.1833874 × 1010 |
| Minimum | 5.8154142 × 108 |
|---|---|
| Maximum | 1.5685105 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 5.8154142 × 108 |
|---|---|
| 5-th percentile | 7.8092704 × 108 |
| Q1 | 1.1841502 × 1010 |
| median | 2.1524983 × 1010 |
| Q3 | 7.7652596 × 1010 |
| 95-th percentile | 1.2143816 × 1011 |
| Maximum | 1.5685105 × 1011 |
| Range | 1.5626951 × 1011 |
| Interquartile range (IQR) | 6.5811094 × 1010 |
Descriptive statistics
| Standard deviation | 4.4208836 × 1010 |
|---|---|
| Coefficient of variation (CV) | 1.0567713 |
| Kurtosis | -0.34415156 |
| Mean | 4.1833874 × 1010 |
| Median Absolute Deviation (MAD) | 1.8352219 × 1010 |
| Skewness | 1.0257685 |
| Sum | 2.7192018 × 1012 |
| Variance | 1.9544211 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 581541416.3 | 1 | 1.5% |
| 607915176.7 | 1 | 1.5% |
| 680443017.7 | 1 | 1.5% |
| 755608234.8 | 1 | 1.5% |
| 882202284.6 | 1 | 1.5% |
| 1000884206 | 1 | 1.5% |
| 1106379248 | 1 | 1.5% |
| 1306819827 | 1 | 1.5% |
| 1507260406 | 1 | 1.5% |
| 1756492441 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 581541416.3 | 1 | |
| 607915176.7 | 1 | |
| 680443017.7 | 1 | |
| 755608234.8 | 1 | |
| 882202284.6 | 1 | |
| 1000884206 | 1 | |
| 1106379248 | 1 | |
| 1306819827 | 1 | |
| 1507260406 | 1 | |
| 1756492441 | 1 |
| Value | Count | Frequency (%) |
| 1.568510491 × 1011 | 1 | |
| 1.447452744 × 1011 | 1 | |
| 1.26015225 × 1011 | 1 | |
| 1.220868793 × 1011 | 1 | |
| 1.188432864 × 1011 | 1 | |
| 1.119288632 × 1011 | 1 | |
| 1.114003238 × 1011 | 1 | |
| 1.094440451 × 1011 | 1 | |
| 1.08060448 × 1011 | 1 | |
| 1.079219938 × 1011 | 1 |
Imports_USD
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.0959447 × 1010 |
| Minimum | 6.141025 × 108 |
|---|---|
| Maximum | 1.3919863 × 1011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 6.141025 × 108 |
|---|---|
| 5-th percentile | 7.5984166 × 108 |
| Q1 | 1.1695655 × 1010 |
| median | 2.5746071 × 1010 |
| Q3 | 7.35975 × 1010 |
| 95-th percentile | 1.1081222 × 1011 |
| Maximum | 1.3919863 × 1011 |
| Range | 1.3858453 × 1011 |
| Interquartile range (IQR) | 6.1901845 × 1010 |
Descriptive statistics
| Standard deviation | 3.9957085 × 1010 |
|---|---|
| Coefficient of variation (CV) | 0.97552796 |
| Kurtosis | -0.48086314 |
| Mean | 4.0959447 × 1010 |
| Median Absolute Deviation (MAD) | 2.2818065 × 1010 |
| Skewness | 0.91485113 |
| Sum | 2.662364 × 1012 |
| Variance | 1.5965687 × 1021 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 730164938.5 | 1 | 1.5% |
| 702251188.4 | 1 | 1.5% |
| 642016253.8 | 1 | 1.5% |
| 614102503.6 | 1 | 1.5% |
| 878548557.8 | 1 | 1.5% |
| 1021055598 | 1 | 1.5% |
| 1195883823 | 1 | 1.5% |
| 1485305338 | 1 | 1.5% |
| 1768850274 | 1 | 1.5% |
| 2050926065 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 614102503.6 | 1 | |
| 642016253.8 | 1 | |
| 702251188.4 | 1 | |
| 730164938.5 | 1 | |
| 878548557.8 | 1 | |
| 1021055598 | 1 | |
| 1195883823 | 1 | |
| 1485305338 | 1 | |
| 1768850274 | 1 | |
| 2050926065 | 1 |
| Value | Count | Frequency (%) |
| 1.391986341 × 1011 | 1 | |
| 1.354975006 × 1011 | 1 | |
| 1.165366242 × 1011 | 1 | |
| 1.111136161 × 1011 | 1 | |
| 1.096066361 × 1011 | 1 | |
| 1.087972388 × 1011 | 1 | |
| 1.041099922 × 1011 | 1 | |
| 1.02452976 × 1011 | 1 | |
| 9.869895986 × 1010 | 1 | |
| 9.43502 × 1010 | 1 |
Trade_Percent_GDP
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.696413 |
| Minimum | 14.144854 |
|---|---|
| Maximum | 76.115623 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 14.144854 |
|---|---|
| 5-th percentile | 24.096096 |
| Q1 | 35.144245 |
| median | 41.609136 |
| Q3 | 48.172687 |
| 95-th percentile | 59.233533 |
| Maximum | 76.115623 |
| Range | 61.97077 |
| Interquartile range (IQR) | 13.028442 |
Descriptive statistics
| Standard deviation | 11.268362 |
|---|---|
| Coefficient of variation (CV) | 0.27024775 |
| Kurtosis | 1.3048466 |
| Mean | 41.696413 |
| Median Absolute Deviation (MAD) | 6.5635502 |
| Skewness | 0.36708425 |
| Sum | 2710.2669 |
| Variance | 126.97597 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 31.23754167 | 1 | 1.5% |
| 29.59524352 | 1 | 1.5% |
| 28.17599996 | 1 | 1.5% |
| 27.79091328 | 1 | 1.5% |
| 32.72864981 | 1 | 1.5% |
| 32.62603557 | 1 | 1.5% |
| 33.90697887 | 1 | 1.5% |
| 36.95543839 | 1 | 1.5% |
| 37.99193979 | 1 | 1.5% |
| 39.07814317 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 14.1448539 | 1 | |
| 17.88485314 | 1 | |
| 21.58397884 | 1 | |
| 23.17239114 | 1 | |
| 27.79091328 | 1 | |
| 27.93413761 | 1 | |
| 27.93502571 | 1 | |
| 28.17599996 | 1 | |
| 29.22821965 | 1 | |
| 29.59524352 | 1 |
| Value | Count | Frequency (%) |
| 76.11562343 | 1 | |
| 71.40468811 | 1 | |
| 65.43508113 | 1 | |
| 59.88807836 | 1 | |
| 56.61534961 | 1 | |
| 54.44049526 | 1 | |
| 54.09788692 | 1 | |
| 53.16735871 | 1 | |
| 52.06213068 | 1 | |
| 51.31385733 | 1 |
Industry_Value_Added_Percent_GDP
Real number (ℝ)
High correlation Unique
| Distinct | 65 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.209642 |
| Minimum | 24.807213 |
|---|---|
| Maximum | 62.323334 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 652.0 B |
Quantile statistics
| Minimum | 24.807213 |
|---|---|
| 5-th percentile | 25.827078 |
| Q1 | 33.541574 |
| median | 38.776158 |
| Q3 | 43.394904 |
| 95-th percentile | 53.574776 |
| Maximum | 62.323334 |
| Range | 37.516121 |
| Interquartile range (IQR) | 9.8533295 |
Descriptive statistics
| Standard deviation | 8.0750397 |
|---|---|
| Coefficient of variation (CV) | 0.20594525 |
| Kurtosis | 0.30893832 |
| Mean | 39.209642 |
| Median Absolute Deviation (MAD) | 5.2345842 |
| Skewness | 0.45962599 |
| Sum | 2548.6267 |
| Variance | 65.206265 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 25.74757522 | 1 | 1.5% |
| 27.82821472 | 1 | 1.5% |
| 29.54496024 | 1 | 1.5% |
| 30.86295178 | 1 | 1.5% |
| 31.40205583 | 1 | 1.5% |
| 32.82712924 | 1 | 1.5% |
| 33.56323089 | 1 | 1.5% |
| 35.18549836 | 1 | 1.5% |
| 36.30294548 | 1 | 1.5% |
| 38.53898256 | 1 | 1.5% |
| Other values (55) | 55 |
| Value | Count | Frequency (%) |
| 24.80721348 | 1 | |
| 24.90974033 | 1 | |
| 24.9787619 | 1 | |
| 25.74757522 | 1 | |
| 26.14508954 | 1 | |
| 27.82821472 | 1 | |
| 29.54496024 | 1 | |
| 30.55544573 | 1 | |
| 30.86295178 | 1 | |
| 31.40205583 | 1 |
| Value | Count | Frequency (%) |
| 62.3233342 | 1 | |
| 57.24302288 | 1 | |
| 56.73268549 | 1 | |
| 53.64564154 | 1 | |
| 53.29131527 | 1 | |
| 49.63724905 | 1 | |
| 48.25990087 | 1 | |
| 48.23566314 | 1 | |
| 47.66878878 | 1 | |
| 47.47047248 | 1 |
Interactions
Correlations
| Exports_USD | GDP_Current_USD | GDP_Growth_Percent | GDP_Per_Capita_USD | Imports_USD | Industry_Value_Added_Percent_GDP | Inflation_Rate_Percent | Official_Exchange_Rate | Population_Growth_Percent | Population_Total | Trade_Percent_GDP | Unnamed: 0 | Year | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Exports_USD | 1.000 | 0.878 | -0.298 | 0.851 | 0.904 | 0.490 | 0.521 | 0.731 | -0.611 | 0.889 | 0.611 | 0.889 | 0.889 |
| GDP_Current_USD | 0.878 | 1.000 | -0.341 | 0.961 | 0.949 | 0.139 | 0.527 | 0.734 | -0.474 | 0.911 | 0.309 | 0.911 | 0.911 |
| GDP_Growth_Percent | -0.298 | -0.341 | 1.000 | -0.419 | -0.310 | 0.005 | -0.504 | -0.185 | 0.088 | -0.339 | -0.052 | -0.339 | -0.339 |
| GDP_Per_Capita_USD | 0.851 | 0.961 | -0.419 | 1.000 | 0.930 | 0.166 | 0.509 | 0.635 | -0.304 | 0.818 | 0.325 | 0.818 | 0.818 |
| Imports_USD | 0.904 | 0.949 | -0.310 | 0.930 | 1.000 | 0.219 | 0.534 | 0.690 | -0.485 | 0.897 | 0.485 | 0.897 | 0.897 |
| Industry_Value_Added_Percent_GDP | 0.490 | 0.139 | 0.005 | 0.166 | 0.219 | 1.000 | 0.108 | 0.111 | -0.273 | 0.187 | 0.784 | 0.187 | 0.187 |
| Inflation_Rate_Percent | 0.521 | 0.527 | -0.504 | 0.509 | 0.534 | 0.108 | 1.000 | 0.348 | -0.476 | 0.619 | 0.221 | 0.619 | 0.619 |
| Official_Exchange_Rate | 0.731 | 0.734 | -0.185 | 0.635 | 0.690 | 0.111 | 0.348 | 1.000 | -0.663 | 0.826 | 0.218 | 0.826 | 0.826 |
| Population_Growth_Percent | -0.611 | -0.474 | 0.088 | -0.304 | -0.485 | -0.273 | -0.476 | -0.663 | 1.000 | -0.741 | -0.383 | -0.741 | -0.741 |
| Population_Total | 0.889 | 0.911 | -0.339 | 0.818 | 0.897 | 0.187 | 0.619 | 0.826 | -0.741 | 1.000 | 0.401 | 1.000 | 1.000 |
| Trade_Percent_GDP | 0.611 | 0.309 | -0.052 | 0.325 | 0.485 | 0.784 | 0.221 | 0.218 | -0.383 | 0.401 | 1.000 | 0.401 | 0.401 |
| Unnamed: 0 | 0.889 | 0.911 | -0.339 | 0.818 | 0.897 | 0.187 | 0.619 | 0.826 | -0.741 | 1.000 | 0.401 | 1.000 | 1.000 |
| Year | 0.889 | 0.911 | -0.339 | 0.818 | 0.897 | 0.187 | 0.619 | 0.826 | -0.741 | 1.000 | 0.401 | 1.000 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| Unnamed: 0 | Year | GDP_Current_USD | GDP_Growth_Percent | GDP_Per_Capita_USD | Inflation_Rate_Percent | Official_Exchange_Rate | Population_Total | Population_Growth_Percent | Exports_USD | Imports_USD | Trade_Percent_GDP | Industry_Value_Added_Percent_GDP | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 1960 | 4.199134e+09 | NaN | 195.577527 | 9.822411 | 75.75 | 21470434 | NaN | 5.815414e+08 | 7.301649e+08 | 31.237542 | 25.747575 |
| 1 | 1 | 1961 | 4.426949e+09 | 10.390918 | 200.081529 | 3.162564 | 75.75 | 22125726 | 3.006418 | 6.079152e+08 | 7.022512e+08 | 29.595244 | 27.828215 |
| 2 | 2 | 1962 | 4.693566e+09 | 7.909268 | 205.786810 | 0.721321 | 75.75 | 22807907 | 3.036627 | 6.804430e+08 | 6.420163e+08 | 28.176000 | 29.544960 |
| 3 | 3 | 1963 | 4.928628e+09 | 7.042075 | 209.559376 | 0.371850 | 75.75 | 23519005 | 3.070154 | 7.556082e+08 | 6.141025e+08 | 27.790913 | 30.862952 |
| 4 | 4 | 1964 | 5.379846e+09 | 8.475228 | 221.731728 | 3.814490 | 75.75 | 24262859 | 3.113793 | 8.822023e+08 | 8.785486e+08 | 32.728650 | 31.402056 |
| 5 | 5 | 1965 | 6.197320e+09 | 17.035712 | 247.526676 | 2.154375 | 75.75 | 25036978 | 3.140711 | 1.000884e+09 | 1.021056e+09 | 32.626036 | 32.827129 |
| 6 | 6 | 1966 | 6.789939e+09 | 11.502407 | 262.877684 | -0.388149 | 75.75 | 25829270 | 3.115449 | 1.106379e+09 | 1.195884e+09 | 33.906979 | 33.563231 |
| 7 | 7 | 1967 | 7.555384e+09 | 11.252803 | 283.733706 | 1.597610 | 75.75 | 26628432 | 3.047117 | 1.306820e+09 | 1.485305e+09 | 36.955438 | 35.185498 |
| 8 | 8 | 1968 | 8.623173e+09 | 14.404183 | 314.285457 | 0.690361 | 75.75 | 27437391 | 2.992720 | 1.507260e+09 | 1.768850e+09 | 37.991940 | 36.302945 |
| 9 | 9 | 1969 | 9.743090e+09 | 15.516659 | 344.601687 | 3.593195 | 75.75 | 28273482 | 3.001762 | 1.756492e+09 | 2.050926e+09 | 39.078143 | 38.538983 |
| Unnamed: 0 | Year | GDP_Current_USD | GDP_Growth_Percent | GDP_Per_Capita_USD | Inflation_Rate_Percent | Official_Exchange_Rate | Population_Total | Population_Growth_Percent | Exports_USD | Imports_USD | Trade_Percent_GDP | Industry_Value_Added_Percent_GDP | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 55 | 55 | 2015 | 4.091917e+11 | -1.424885 | 4952.733555 | 12.484682 | 29011.491377 | 82619362 | 1.361595 | 7.660410e+10 | 8.470986e+10 | 39.422589 | 32.174740 |
| 56 | 56 | 2016 | 4.786181e+11 | 8.815087 | 5710.599471 | 7.245425 | 30914.852436 | 83812228 | 1.433486 | 9.720628e+10 | 9.365340e+10 | 39.877242 | 34.322283 |
| 57 | 57 | 2017 | 5.102399e+11 | 3.026855 | 6000.933464 | 8.044924 | 33226.298152 | 85026754 | 1.438704 | 1.114003e+11 | 1.087972e+11 | 43.155693 | 36.141393 |
| 58 | 58 | 2018 | 4.119033e+11 | -3.747960 | 4783.010673 | 18.014118 | 40864.329010 | 86117998 | 1.275247 | 1.220869e+11 | 1.111136e+11 | 56.615350 | 37.148428 |
| 59 | 59 | 2019 | 3.479884e+11 | -2.361435 | 3997.493545 | 39.907346 | 42000.000000 | 87051648 | 1.078317 | 7.765260e+10 | 9.144113e+10 | 48.591771 | 33.414925 |
| 60 | 60 | 2020 | 2.809343e+11 | 4.441809 | 3202.500035 | 30.594139 | 42000.000000 | 87723443 | 0.768757 | 5.166488e+10 | 7.162166e+10 | 43.884467 | 37.209142 |
| 61 | 61 | 2021 | 4.073507e+11 | 4.130897 | 4605.148813 | 43.389016 | 42000.000000 | 88455488 | 0.831029 | 8.969539e+10 | 8.413084e+10 | 42.672380 | 39.225877 |
| 62 | 62 | 2022 | 4.226623e+11 | 4.352811 | 4721.204371 | 43.488464 | 42000.000000 | 89524246 | 1.201003 | 1.080604e+11 | 9.869896e+10 | 48.918351 | 41.218778 |
| 63 | 63 | 2023 | 4.575105e+11 | 5.332351 | 5049.299316 | 44.579186 | 42000.000000 | 90608707 | 1.204082 | 1.094440e+11 | 1.165366e+11 | 49.393550 | 38.776158 |
| 64 | 64 | 2024 | 4.752521e+11 | 3.663121 | 5190.169590 | 32.455871 | NaN | 91567738 | 1.052869 | 1.119289e+11 | 1.354975e+11 | 52.062131 | 36.069723 |